Reference: He et al., CVPR 2016; Wang et al., IJCNN 2017 (time-series 1-D form) · Implementation: src/evemtbench/baselines/resnet.py
| task | grid | baseline | headline | test | benchmark | params | fit/seed | trace |
|---|---|---|---|---|---|---|---|---|
| event_classification_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.613 ± 0.091 (n=5) | 0.670 ± 0.092 (n=5) | 605k | 15.6m | trace: output · eval-code · log · train-code · config · W&B |
| event_classification_global | double_line | resnet | balanced_accuracy ↑ | 0.761 ± 0.006 (n=5) | 0.833 ± 0.016 (n=5) | 533k | 20.5m | trace: output · eval-code · log · train-code · config · W&B |
| event_classification_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.782 ± 0.006 (n=5) | 0.831 ± 0.025 (n=5) | 567k | 20.3m | trace: output · eval-code · log · train-code · config · W&B |
| event_classification_global | ieee39 | resnet | balanced_accuracy ↑ | 0.640 ± 0.024 (n=5) | 0.283 ± 0.045 (n=5) | 747k | 39.2m | trace: output · eval-code · log · train-code · config · W&B |
| event_detection_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.884 ± 0.019 (n=5) | 0.989 ± 0.007 (n=5) | 602k | 36.9m | trace: output · eval-code · log · train-code · config · W&B |
| event_detection_global | double_line | resnet | balanced_accuracy ↑ | 0.866 ± 0.033 (n=5) | 0.952 ± 0.111 (n=5) | 530k | 24.0m | trace: output · eval-code · log · train-code · config · W&B |
| event_detection_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.873 ± 0.027 (n=5) | 0.994 ± 0.003 (n=5) | 564k | 26.6m | trace: output · eval-code · log · train-code · config · W&B |
| event_detection_global | ieee39 | resnet | balanced_accuracy ↑ | 0.832 ± 0.058 (n=5) | 0.775 ± 0.314 (n=5) | 744k | 1.6h | trace: output · eval-code · log · train-code · config · W&B |
| event_state_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.696 ± 0.111 (n=5) | 0.845 ± 0.069 (n=5) | 603k | 20.1m | trace: output · eval-code · log · train-code · config · W&B |
| event_state_global | double_line | resnet | balanced_accuracy ↑ | 0.777 ± 0.011 (n=5) | 0.870 ± 0.016 (n=5) | 530k | 19.8m | trace: output · eval-code · log · train-code · config · W&B |
| event_state_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.839 ± 0.013 (n=5) | 0.868 ± 0.076 (n=5) | 565k | 28.2m | trace: output · eval-code · log · train-code · config · W&B |
| event_state_global | ieee39 | resnet | balanced_accuracy ↑ | 0.729 ± 0.034 (n=5) | 0.656 ± 0.224 (n=5) | 744k | 1.3h | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.635 ± 0.017 (n=5) | 0.657 ± 0.003 (n=5) | 603k | 6.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_global | double_line | resnet | balanced_accuracy ↑ | 0.958 ± 0.006 (n=5) | 0.996 ± 0.004 (n=5) | 530k | 3.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.953 ± 0.005 (n=5) | 0.990 ± 0.007 (n=5) | 565k | 11.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_global | ieee39 | resnet | balanced_accuracy ↑ | 0.957 ± 0.004 (n=5) | 0.794 ± 0.334 (n=5) | 744k | 14.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_line | cigre_mv | resnet | balanced_accuracy ↑ | 0.658 ± 0.027 (n=5) | 0.674 ± 0.032 (n=5) | 509k | 4.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_line | double_line | resnet | balanced_accuracy ↑ | 0.965 ± 0.004 (n=5) | 0.999 ± 0.001 (n=5) | 509k | 5.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_line | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.960 ± 0.003 (n=5) | 0.997 ± 0.001 (n=5) | 509k | 4.0m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_line | ieee39 | resnet | balanced_accuracy ↑ | 0.962 ± 0.003 (n=5) | 0.997 ± 0.002 (n=5) | 509k | 2.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_local | cigre_mv | resnet | balanced_accuracy ↑ | 0.651 ± 0.016 (n=5) | 0.680 ± 0.039 (n=5) | 506k | 5.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_local | double_line | resnet | balanced_accuracy ↑ | 0.966 ± 0.002 (n=5) | 0.998 ± 0.001 (n=5) | 506k | 7.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_local | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.954 ± 0.007 (n=5) | 0.984 ± 0.005 (n=5) | 506k | 4.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_category_local | ieee39 | resnet | balanced_accuracy ↑ | 0.955 ± 0.004 (n=5) | 0.984 ± 0.006 (n=5) | 506k | 2.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.520 ± 0.024 (n=5) | 0.548 ± 0.007 (n=5) | 603k | 5.5m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_global | double_line | resnet | balanced_accuracy ↑ | 0.818 ± 0.087 (n=5) | 0.854 ± 0.097 (n=5) | 531k | 6.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.773 ± 0.107 (n=5) | 0.772 ± 0.070 (n=5) | 565k | 5.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_global | ieee39 | resnet | balanced_accuracy ↑ | 0.655 ± 0.015 (n=5) | 0.432 ± 0.081 (n=5) | 745k | 8.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_line | cigre_mv | resnet | balanced_accuracy ↑ | 0.665 ± 0.010 (n=5) | 0.700 ± 0.010 (n=5) | 510k | 7.0m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_line | double_line | resnet | balanced_accuracy ↑ | 0.863 ± 0.007 (n=5) | 0.873 ± 0.023 (n=5) | 510k | 6.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_line | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.805 ± 0.036 (n=5) | 0.834 ± 0.015 (n=5) | 510k | 6.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_line | ieee39 | resnet | balanced_accuracy ↑ | 0.682 ± 0.006 (n=5) | 0.716 ± 0.003 (n=5) | 510k | 3.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_local | cigre_mv | resnet | balanced_accuracy ↑ | 0.656 ± 0.011 (n=5) | 0.701 ± 0.011 (n=5) | 507k | 6.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_local | double_line | resnet | balanced_accuracy ↑ | 0.855 ± 0.007 (n=5) | 0.896 ± 0.045 (n=5) | 507k | 7.5m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_local | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.825 ± 0.006 (n=5) | 0.848 ± 0.007 (n=5) | 507k | 6.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_classification_local | ieee39 | resnet | balanced_accuracy ↑ | 0.681 ± 0.013 (n=5) | 0.704 ± 0.008 (n=5) | 507k | 3.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.799 ± 0.037 (n=5) | 0.964 ± 0.015 (n=5) | 602k | 9.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_global | double_line | resnet | balanced_accuracy ↑ | 0.863 ± 0.016 (n=5) | 0.987 ± 0.001 (n=5) | 530k | 8.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.864 ± 0.020 (n=5) | 0.987 ± 0.004 (n=5) | 564k | 9.5m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_global | ieee39 | resnet | balanced_accuracy ↑ | 0.870 ± 0.001 (n=5) | 0.500 ± 0.000 (n=5) | 744k | 48.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_line | cigre_mv | resnet | balanced_accuracy ↑ | 0.797 ± 0.039 (n=5) | 0.963 ± 0.010 (n=5) | 509k | 6.8m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_line | double_line | resnet | balanced_accuracy ↑ | 0.906 ± 0.051 (n=5) | 0.991 ± 0.008 (n=5) | 509k | 8.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_line | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.914 ± 0.026 (n=5) | 0.990 ± 0.003 (n=5) | 509k | 9.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_line | ieee39 | resnet | balanced_accuracy ↑ | 0.897 ± 0.017 (n=5) | 0.988 ± 0.003 (n=5) | 509k | 8.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_local | cigre_mv | resnet | balanced_accuracy ↑ | 0.831 ± 0.043 (n=5) | 0.969 ± 0.008 (n=5) | 506k | 8.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_local | double_line | resnet | balanced_accuracy ↑ | 0.883 ± 0.030 (n=5) | 0.989 ± 0.008 (n=5) | 506k | 7.5m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_local | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.949 ± 0.016 (n=5) | 0.995 ± 0.004 (n=5) | 506k | 9.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_detection_local | ieee39 | resnet | balanced_accuracy ↑ | 0.902 ± 0.006 (n=5) | 0.989 ± 0.001 (n=5) | 506k | 10.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.953 ± 0.008 (n=5) | 0.994 ± 0.002 (n=5) | 602k | 6.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_global | double_line | resnet | balanced_accuracy ↑ | 0.970 ± 0.000 (n=5) | 0.999 ± 0.001 (n=5) | 530k | 6.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.969 ± 0.001 (n=5) | 0.998 ± 0.002 (n=5) | 564k | 4.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_global | ieee39 | resnet | balanced_accuracy ↑ | 0.967 ± 0.003 (n=5) | 0.967 ± 0.006 (n=5) | 744k | 27.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_line | cigre_mv | resnet | balanced_accuracy ↑ | 0.963 ± 0.007 (n=5) | 0.996 ± 0.001 (n=5) | 509k | 5.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_line | double_line | resnet | balanced_accuracy ↑ | 0.971 ± 0.000 (n=5) | 1.000 ± 0.000 (n=5) | 509k | 7.5m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_line | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.969 ± 0.002 (n=5) | 0.998 ± 0.003 (n=5) | 509k | 5.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_line | ieee39 | resnet | balanced_accuracy ↑ | 0.970 ± 0.000 (n=5) | 0.998 ± 0.001 (n=5) | 509k | 6.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_local | cigre_mv | resnet | balanced_accuracy ↑ | 0.966 ± 0.001 (n=5) | 0.997 ± 0.001 (n=5) | 506k | 6.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_local | double_line | resnet | balanced_accuracy ↑ | 0.970 ± 0.002 (n=5) | 0.997 ± 0.004 (n=5) | 506k | 5.0m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_local | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.967 ± 0.002 (n=5) | 0.998 ± 0.002 (n=5) | 506k | 4.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_grounded_local | ieee39 | resnet | balanced_accuracy ↑ | 0.969 ± 0.001 (n=5) | 0.997 ± 0.001 (n=5) | 506k | 6.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_global | cigre_mv | resnet | mae ↓ | 22.857 ± 0.448 (n=5) | 21.112 ± 2.293 (n=5) | 602k | 3.0m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_global | double_line | resnet | mae ↓ | 17.445 ± 0.256 (n=5) | 8.267 ± 1.416 (n=5) | 530k | 3.8m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_global | testgrid_110kv | resnet | mae ↓ | 18.794 ± 0.250 (n=5) | 12.354 ± 0.641 (n=5) | 564k | 2.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_global | ieee39 | resnet | mae ↓ | 21.816 ± 0.698 (n=5) | 21.762 ± 3.878 (n=5) | 744k | 9.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_line | cigre_mv | resnet | mae ↓ | 23.890 ± 0.162 (n=5) | 29.672 ± 2.190 (n=5) | 509k | 1.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_line | double_line | resnet | mae ↓ | 17.199 ± 0.263 (n=5) | 8.809 ± 1.116 (n=5) | 509k | 3.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_line | testgrid_110kv | resnet | mae ↓ | 17.864 ± 0.278 (n=5) | 8.733 ± 0.828 (n=5) | 509k | 3.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_line | ieee39 | resnet | mae ↓ | 20.500 ± 0.473 (n=5) | 15.229 ± 0.959 (n=5) | 509k | 1.8m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_local | cigre_mv | resnet | mae ↓ | 23.930 ± 0.071 (n=5) | 30.969 ± 0.623 (n=5) | 506k | 1.5m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_local | double_line | resnet | mae ↓ | 19.357 ± 0.459 (n=5) | 15.434 ± 1.558 (n=5) | 506k | 3.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_local | testgrid_110kv | resnet | mae ↓ | 19.904 ± 0.229 (n=5) | 15.943 ± 0.645 (n=5) | 506k | 2.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_location_local | ieee39 | resnet | mae ↓ | 23.077 ± 0.317 (n=5) | 23.973 ± 0.637 (n=5) | 506k | 2.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_origin_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.778 ± 0.018 (n=5) | 0.944 ± 0.042 (n=5) | 602k | 3.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_origin_global | double_line | resnet | balanced_accuracy ↑ | 0.881 ± 0.012 (n=5) | 0.975 ± 0.020 (n=5) | 530k | 6.9m | trace: output · eval-code · log · train-code · config · W&B |
| fault_origin_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.866 ± 0.026 (n=5) | 0.983 ± 0.019 (n=5) | 564k | 4.7m | trace: output · eval-code · log · train-code · config · W&B |
| fault_origin_global | ieee39 | resnet | balanced_accuracy ↑ | 0.859 ± 0.010 (n=5) | 0.961 ± 0.025 (n=5) | 744k | 16.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.800 ± 0.022 (n=5) | 0.954 ± 0.009 (n=5) | 603k | 3.6m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_global | double_line | resnet | balanced_accuracy ↑ | 0.878 ± 0.034 (n=5) | 0.988 ± 0.011 (n=5) | 531k | 5.8m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.867 ± 0.022 (n=5) | 0.977 ± 0.006 (n=5) | 565k | 4.8m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_global | ieee39 | resnet | balanced_accuracy ↑ | 0.842 ± 0.006 (n=5) | 0.768 ± 0.077 (n=5) | 745k | 16.3m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_line | cigre_mv | resnet | balanced_accuracy ↑ | 0.858 ± 0.036 (n=5) | 0.977 ± 0.010 (n=5) | 510k | 5.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_line | double_line | resnet | balanced_accuracy ↑ | 0.894 ± 0.026 (n=5) | 0.991 ± 0.007 (n=5) | 510k | 10.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_line | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.895 ± 0.020 (n=5) | 0.987 ± 0.005 (n=5) | 510k | 6.4m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_line | ieee39 | resnet | balanced_accuracy ↑ | 0.916 ± 0.003 (n=5) | 0.993 ± 0.001 (n=5) | 510k | 7.2m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_local | cigre_mv | resnet | balanced_accuracy ↑ | 0.843 ± 0.023 (n=5) | 0.970 ± 0.008 (n=5) | 506k | 4.0m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_local | double_line | resnet | balanced_accuracy ↑ | 0.897 ± 0.029 (n=5) | 0.990 ± 0.009 (n=5) | 506k | 6.8m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_local | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.898 ± 0.026 (n=5) | 0.989 ± 0.008 (n=5) | 506k | 6.1m | trace: output · eval-code · log · train-code · config · W&B |
| fault_phase_local | ieee39 | resnet | balanced_accuracy ↑ | 0.904 ± 0.029 (n=5) | 0.990 ± 0.009 (n=5) | 506k | 6.2m | trace: output · eval-code · log · train-code · config · W&B |
| switch_detection_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.865 ± 0.011 (n=5) | 0.914 ± 0.014 (n=5) | 602k | 37.2m | trace: output · eval-code · log · train-code · config · W&B |
| switch_detection_global | double_line | resnet | balanced_accuracy ↑ | 0.780 ± 0.004 (n=5) | 0.808 ± 0.017 (n=5) | 530k | 26.4m | trace: output · eval-code · log · train-code · config · W&B |
| switch_detection_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.786 ± 0.006 (n=5) | 0.785 ± 0.031 (n=5) | 564k | 31.5m | trace: output · eval-code · log · train-code · config · W&B |
| switch_detection_global | ieee39 | resnet | balanced_accuracy ↑ | 0.888 ± 0.013 (n=5) | 0.654 ± 0.092 (n=5) | 744k | 1.6h | trace: output · eval-code · log · train-code · config · W&B |
| switch_type_global | cigre_mv | resnet | balanced_accuracy ↑ | 0.628 ± 0.064 (n=5) | 0.683 ± 0.074 (n=5) | 603k | 3.3m | trace: output · eval-code · log · train-code · config · W&B |
| switch_type_global | double_line | resnet | balanced_accuracy ↑ | 0.791 ± 0.050 (n=5) | 0.738 ± 0.007 (n=5) | 531k | 7.2m | trace: output · eval-code · log · train-code · config · W&B |
| switch_type_global | testgrid_110kv | resnet | balanced_accuracy ↑ | 0.835 ± 0.056 (n=5) | 0.865 ± 0.084 (n=5) | 565k | 7.3m | trace: output · eval-code · log · train-code · config · W&B |
| switch_type_global | ieee39 | resnet | balanced_accuracy ↑ | 0.689 ± 0.022 (n=5) | 0.234 ± 0.021 (n=5) | 745k | 8.2m | trace: output · eval-code · log · train-code · config · W&B |
Dependability/security rates and per-class F1 for this baseline — the same held_out result.json cells the Supplementary (Package C) tables select, traced here so every reported SI number resolves on the dashboard.